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Mushtaq Ali

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Open access Jul 2026

Hybrid CNN–LSTM Intrusion Detection Framework for Industrial IoT Security

The results indicate that the proposed CNN–LSTM framework is suitable for near-real-time IIoT intrusion detection where low false alarms, calibrated confidence, temporal stability, and lightweight deployment are critical.

Mushtaq Ali, Imad Ullah · 3 citations · ⚡1

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